conftrace_

overparameterized network

14 papers

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Co-occurring keywords

generalization bound (652) neural network optimization (1293) neural network (6616) convolutional neural network (4226) neural tangent kernel (205) relu network (143) training dynamics (118) convolutional residual network (4) gradient descent (1144) neural network theory (35)

Papers

The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks NIPS 2024
The effect of Leaky ReLUs on the training and generalization of overparameterized networks AISTATS 2024
Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks NIPS 2024
On the Limitations of Fractal Dimension as a Measure of Generalization NIPS 2024
From Tempered to Benign Overfitting in ReLU Neural Networks NIPS 2023
How a Student becomes a Teacher: learning and forgetting through Spectral methods NIPS 2023
Neural Tangent Kernel Analysis of Deep Narrow Neural Networks ICML 2022
Benefits of Overparameterized Convolutional Residual Networks: Function Approximation under Smoothness Constraint ICML 2022
Learning and Generalization in Overparameterized Normalizing Flows AISTATS 2022
Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NIPS 2021
FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Analysis ICML 2021
Low-loss connection of weight vectors: distribution-based approaches ICML 2020
Semi-flat minima and saddle points by embedding neural networks to overparameterization NIPS 2019
Uniform convergence may be unable to explain generalization in deep learning NIPS 2019